Modeling of Battery

Try to establish the model of Li-ion battery with COMSOL and use it to search for quick charge strategies.

State of Charge Prediction

Forecast Li-ion battery state of charge with time series prediction methods such as LSTM.

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Model of Li-ion Battery

80%

“Keywords: Matlab, Simulink, Comsol Multiphysics"

  • Establish a model of electric vehicles with simulink
  • Use the model above to simulate and get some battery data
  • Build a model of Li-ion battery based on electrochemistry with Comsol

Battery State of Charge Estimation

60%

“Keywords: Multivariate time series prediction, State of charge, Simulink"

  • Build the SOC estimation model based on machine learning algorithm
  • Collect battery running simulation data in different circumstance
  • Consider voltage, current, temperature and so on

Search for quick charge strategies

30%

“Keywords: Comsol Multiphysics, Quick charge"

  • Search for different strategies
  • Consider temperature, current and so on

Xin Chen

Yuxuan Sui

Yadong Zhang

Chenye Zou

Team Leader.

Xin Chen

Associate Professor

Housing Market and Pridictive Analytics.

Yuxuan Sui

Research Student

Time Series Prediction Method, Financial Market Dynamics and Trading Algorithm.

Yadong Zhang

Research Student

Predictive Models of Battery State of Charge and Fast Charging Strategy.

Chenye Zou

Undergraduate Student

10 Jan 2018

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15 Likes

02 Comments

10 Jan 2018

Coming Soon...

Coming Soon...

15 Likes

02 Comments

10 Jan 2018

Coming Soon...

Coming Soon...

15 Likes

02 Comments

10 Jan 2018

Coming Soon...

Coming Soon...

15 Likes

02 Comments